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. 2023 Jun 19;18:4. doi: 10.1186/s13015-023-00228-0

Table 2.

Prediction of variability at Env positions in the high-mannose patch by KBC and other algorithms

Position Method a Balanced Accuracy b,c Accuracy Precision Recall F1 Score
289 KBC 0.88 (± 0.13) 0.92 (± 0.08) 0.94 (± 0.07) 0.80 (± 0.26) 0.83 (± 0.20)
QDA 0.83 (± 0.01) 0.88 (± 0.01) 0.90 (± 0.07) 0.71 (± 0.05) 0.79 (± 0.01)
LDA 0.87 (± 0.02) 0.91 (± 0.01) 0.93 (± 0.05) 0.76 (± 0.05) 0.84 (± 0.03)
NB 0.71 (± 0.18) 0.69 (± 0.26) 0.66 (± 0.26) 0.76 (± 0.05) 0.67 (± 0.16)
ADA 0.86 (± 0.01) 0.90 (± 0.01) 0.91 (± 0.07) 0.76 (± 0.05) 0.83 (± 0.02)
LogReg 0.86 (± 0.01) 0.90 (± 0.01) 0.91 (± 0.07) 0.76 (± 0.05) 0.83 (± 0.02)
SVM 0.83 (± 0.01) 0.88 (± 0.01) 0.90 (± 0.07) 0.71 (± 0.05) 0.79 (± 0.01)
339 KBC 0.75 (± 0.12) 0.74 (± 0.12) 0.71 (± 0.12) 0.81 (± 0.13) 0.75 (± 0.11)
QDA 0.59 (± 0.07) 0.59 (± 0.07) 0.56 (± 0.09) 0.72 (± 0.09) 0.63 (± 0.07)
LDA 0.57 (± 0.03) 0.57 (± 0.03) 0.55 (± 0.05) 0.64 (± 0.13) 0.59 (± 0.06)
NB 0.65 (± 0.08) 0.65 (± 0.07) 0.64 (± 0.00) 0.68 (± 0.16) 0.66 (± 0.19)
ADA 0.60 (± 0.02) 0.60 (± 0.02) 0.59 (± 0.03) 0.62 (± 0.06) 0.59 (± 0.02)
LogReg 0.59 (± 0.06) 0.58 (± 0.07) 0.54 (± 0.05) 0.94 (± 0.05) 0.69 (± 0.03)
SVM 0.65 (± 0.04) 0.66 (± 0.05) 1.00 (± 0.09) 0.30 (± 0.04) 0.48 (± 0.02)
332 KBC 0.85 (± 0.07) 0.85 (± 0.07) 0.86 (± 0.12) 0.80 (± 0.08) 0.83 (± 0.08)
QDA 0.84 (± 0.05) 0.84 (± 0.06) 0.84 (± 0.12) 0.83 (± 0.11) 0.82 (± 0.06)
LDA 0.87 (± 0.03) 0.88 (± 0.03) 0.89 (± 0.05) 0.83 (± 0.06) 0.85 (± 0.04)
NB 0.61 (± 0.16) 0.57 (± 0.21) 0.59 (± 0.23) 0.91 (± 0.13) 0.67 (± 0.10)
ADA 0.87 (± 0.03) 0.88 (± 0.03) 0.89 (± 0.05) 0.83 (± 0.06) 0.85 (± 0.04)
LogReg 0.82 (± 0.09) 0.81 (± 0.12) 0.80 (± 0.18) 0.87 (± 0.11) 0.81 (± 0.08)
SVM 0.88 (± 0.02) 0.89 (± 0.02) 0.89 (± 0.05) 0.85 (± 0.03) 0.87 (± 0.03)

aCalculations were performed using data from 109 patients infected by HIV-1 clade C

bStandard deviation values are indicated in parentheses

cValues in bold font indicate the highest point estimation value for each metric